Software Bug Prediction

Dataset statistics

Number of variables	23
Number of observations	11905
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2
Duplicate rows (%)	< 0.1%
Total size in memory	2.1 MiB
Average record size in memory	184.0 B

Variable types

Numeric	22
Categorical	1

Alerts

Dataset has 2 (< 0.1%) duplicate rows	Duplicates
`df_index` is highly correlated with `defects`	High correlation
`loc` is highly correlated with `v(g)` and 17 other fields	High correlation
`v(g)` is highly correlated with `loc` and 15 other fields	High correlation
`ev(g)` is highly correlated with `v(g)` and 3 other fields	High correlation
`iv(g)` is highly correlated with `loc` and 15 other fields	High correlation
`n` is highly correlated with `loc` and 16 other fields	High correlation
`v` is highly correlated with `loc` and 16 other fields	High correlation
`l` is highly correlated with `loc` and 4 other fields	High correlation
`d` is highly correlated with `loc` and 16 other fields	High correlation
`i` is highly correlated with `loc` and 13 other fields	High correlation
`e` is highly correlated with `loc` and 16 other fields	High correlation
`b` is highly correlated with `loc` and 16 other fields	High correlation
`t` is highly correlated with `loc` and 16 other fields	High correlation
`lOCode` is highly correlated with `loc` and 16 other fields	High correlation
`lOComment` is highly correlated with `loc` and 13 other fields	High correlation
`lOBlank` is highly correlated with `loc` and 13 other fields	High correlation
`uniq_Op` is highly correlated with `loc` and 16 other fields	High correlation
`uniq_Opnd` is highly correlated with `loc` and 16 other fields	High correlation
`total_Op` is highly correlated with `loc` and 16 other fields	High correlation
`total_Opnd` is highly correlated with `loc` and 16 other fields	High correlation
`branchCount` is highly correlated with `loc` and 15 other fields	High correlation
`defects` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `defects`	High correlation
`loc` is highly correlated with `v(g)` and 17 other fields	High correlation
`v(g)` is highly correlated with `loc` and 15 other fields	High correlation
`ev(g)` is highly correlated with `loc` and 4 other fields	High correlation
`iv(g)` is highly correlated with `loc` and 15 other fields	High correlation
`n` is highly correlated with `loc` and 16 other fields	High correlation
`v` is highly correlated with `loc` and 16 other fields	High correlation
`d` is highly correlated with `loc` and 14 other fields	High correlation
`i` is highly correlated with `loc` and 8 other fields	High correlation
`e` is highly correlated with `loc` and 13 other fields	High correlation
`b` is highly correlated with `loc` and 16 other fields	High correlation
`t` is highly correlated with `loc` and 13 other fields	High correlation
`lOCode` is highly correlated with `loc` and 15 other fields	High correlation
`lOComment` is highly correlated with `loc` and 7 other fields	High correlation
`lOBlank` is highly correlated with `loc` and 15 other fields	High correlation
`uniq_Op` is highly correlated with `loc` and 11 other fields	High correlation
`uniq_Opnd` is highly correlated with `loc` and 16 other fields	High correlation
`total_Op` is highly correlated with `loc` and 17 other fields	High correlation
`total_Opnd` is highly correlated with `loc` and 16 other fields	High correlation
`branchCount` is highly correlated with `loc` and 15 other fields	High correlation
`defects` is highly correlated with `df_index`	High correlation
`loc` is highly correlated with `v(g)` and 14 other fields	High correlation
`v(g)` is highly correlated with `loc` and 5 other fields	High correlation
`ev(g)` is highly correlated with `v(g)` and 1 other fields	High correlation
`iv(g)` is highly correlated with `loc` and 2 other fields	High correlation
`n` is highly correlated with `loc` and 12 other fields	High correlation
`v` is highly correlated with `loc` and 12 other fields	High correlation
`l` is highly correlated with `loc` and 3 other fields	High correlation
`d` is highly correlated with `loc` and 13 other fields	High correlation
`i` is highly correlated with `n` and 11 other fields	High correlation
`e` is highly correlated with `loc` and 12 other fields	High correlation
`b` is highly correlated with `loc` and 12 other fields	High correlation
`t` is highly correlated with `loc` and 12 other fields	High correlation
`lOCode` is highly correlated with `loc` and 12 other fields	High correlation
`lOComment` is highly correlated with `lOBlank`	High correlation
`lOBlank` is highly correlated with `loc` and 13 other fields	High correlation
`uniq_Op` is highly correlated with `v(g)` and 12 other fields	High correlation
`uniq_Opnd` is highly correlated with `loc` and 12 other fields	High correlation
`total_Op` is highly correlated with `loc` and 12 other fields	High correlation
`total_Opnd` is highly correlated with `loc` and 12 other fields	High correlation
`branchCount` is highly correlated with `loc` and 4 other fields	High correlation
`df_index` is highly correlated with `defects`	High correlation
`loc` is highly correlated with `v(g)` and 16 other fields	High correlation
`v(g)` is highly correlated with `loc` and 15 other fields	High correlation
`ev(g)` is highly correlated with `loc` and 15 other fields	High correlation
`iv(g)` is highly correlated with `loc` and 15 other fields	High correlation
`n` is highly correlated with `loc` and 16 other fields	High correlation
`v` is highly correlated with `loc` and 17 other fields	High correlation
`d` is highly correlated with `loc` and 15 other fields	High correlation
`i` is highly correlated with `v` and 3 other fields	High correlation
`e` is highly correlated with `loc` and 16 other fields	High correlation
`b` is highly correlated with `loc` and 17 other fields	High correlation
`t` is highly correlated with `loc` and 16 other fields	High correlation
`lOCode` is highly correlated with `loc` and 16 other fields	High correlation
`lOComment` is highly correlated with `loc` and 11 other fields	High correlation
`lOBlank` is highly correlated with `loc` and 16 other fields	High correlation
`uniq_Op` is highly correlated with `loc` and 16 other fields	High correlation
`uniq_Opnd` is highly correlated with `loc` and 17 other fields	High correlation
`total_Op` is highly correlated with `loc` and 16 other fields	High correlation
`total_Opnd` is highly correlated with `loc` and 17 other fields	High correlation
`branchCount` is highly correlated with `loc` and 15 other fields	High correlation
`defects` is highly correlated with `df_index`	High correlation
`iv(g)` is highly skewed (γ1 = 21.18802343)	Skewed
`e` is highly skewed (γ1 = 47.81012766)	Skewed
`t` is highly skewed (γ1 = 47.72062725)	Skewed
`locCodeAndComment` is highly skewed (γ1 = 22.85647256)	Skewed
`n` has 1333 (11.2%) zeros	Zeros
`v` has 1374 (11.5%) zeros	Zeros
`l` has 1405 (11.8%) zeros	Zeros
`d` has 1395 (11.7%) zeros	Zeros
`i` has 1395 (11.7%) zeros	Zeros
`e` has 1395 (11.7%) zeros	Zeros
`b` has 1897 (15.9%) zeros	Zeros
`t` has 1395 (11.7%) zeros	Zeros
`lOCode` has 1575 (13.2%) zeros	Zeros
`lOComment` has 7771 (65.3%) zeros	Zeros
`lOBlank` has 3568 (30.0%) zeros	Zeros
`locCodeAndComment` has 10524 (88.4%) zeros	Zeros
`uniq_Op` has 1332 (11.2%) zeros	Zeros
`uniq_Opnd` has 1394 (11.7%) zeros	Zeros
`total_Op` has 1332 (11.2%) zeros	Zeros
`total_Opnd` has 1394 (11.7%) zeros	Zeros

Reproduction

Analysis started	2022-06-16 10:17:18.752956
Analysis finished	2022-06-16 10:18:17.365152
Duration	58.61 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10885
Distinct (%)	91.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4997.555985

Minimum	0
Maximum	10884
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	198
Q1	1956
median	4932
Q3	7908
95-th percentile	10288.8
Maximum	10884
Range	10884
Interquartile range (IQR)	5952

Descriptive statistics

Standard deviation	3337.425302
Coefficient of variation (CV)	0.6678114886
Kurtosis	-1.268482836
Mean	4997.555985
Median Absolute Deviation (MAD)	2976
Skewness	0.07935958626
Sum	59495904
Variance	11138407.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	< 0.1%
443	3	< 0.1%
455	3	< 0.1%
459	3	< 0.1%
447	3	< 0.1%
477	3	< 0.1%
439	3	< 0.1%
451	3	< 0.1%
469	3	< 0.1%
431	3	< 0.1%
Other values (10875)	11875	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	3	< 0.1%
5	3	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
10884	1	< 0.1%
10883	1	< 0.1%
10882	1	< 0.1%
10881	1	< 0.1%
10880	1	< 0.1%
10879	1	< 0.1%
10878	1	< 0.1%
10877	1	< 0.1%
10876	1	< 0.1%
10875	1	< 0.1%

loc
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	369
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.27411172

Minimum	1
Maximum	3442
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	11
median	22
Q3	45
95-th percentile	137
Maximum	3442
Range	3441
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	75.58487701
Coefficient of variation (CV)	1.831290217
Kurtosis	453.4626611
Mean	41.27411172
Median Absolute Deviation (MAD)	14
Skewness	14.60639304
Sum	491368.3
Variance	5713.073632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	997	8.4%
5	397	3.3%
7	364	3.1%
11	318	2.7%
8	300	2.5%
12	290	2.4%
14	289	2.4%
17	284	2.4%
15	277	2.3%
10	273	2.3%
Other values (359)	8116	68.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	10	0.1%
1.1	3	< 0.1%
2	19	0.2%
3	42	0.4%
4	997	8.4%
5	397	3.3%
6	271	2.3%
7	364	3.1%
8	300	2.5%
9	259	2.2%

Value	Count	Frequency (%)
3442	1	< 0.1%
1882	1	< 0.1%
1824	1	< 0.1%
1532	1	< 0.1%
1411	1	< 0.1%
1280	1	< 0.1%
1275	1	< 0.1%
1243	1	< 0.1%
1129	1	< 0.1%
902	1	< 0.1%

v(g)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	112
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.244367913

Minimum	1
Maximum	470
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	7
95-th percentile	20
Maximum	470
Range	469
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	12.7785482
Coefficient of variation (CV)	2.046411803
Kurtosis	390.3758592
Mean	6.244367913
Median Absolute Deviation (MAD)	2
Skewness	15.06501551
Sum	74339.2
Variance	163.2912941
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3013	25.3%
2	1906	16.0%
3	1439	12.1%
4	1053	8.8%
5	837	7.0%
6	639	5.4%
7	443	3.7%
8	339	2.8%
9	278	2.3%
10	264	2.2%
Other values (102)	1694	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3013	25.3%
1.4	3	< 0.1%
2	1906	16.0%
3	1439	12.1%
4	1053	8.8%
5	837	7.0%
6	639	5.4%
7	443	3.7%
8	339	2.8%
9	278	2.3%

Value	Count	Frequency (%)
470	1	< 0.1%
404	1	< 0.1%
402	1	< 0.1%
286	1	< 0.1%
273	1	< 0.1%
268	1	< 0.1%
263	1	< 0.1%
207	1	< 0.1%
201	1	< 0.1%
180	1	< 0.1%

ev(g)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	75
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.321142377

Minimum	1
Maximum	165
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	12
Maximum	165
Range	164
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	6.670843923
Coefficient of variation (CV)	2.0085992
Kurtosis	120.7946854
Mean	3.321142377
Median Absolute Deviation (MAD)	0
Skewness	8.446779358
Sum	39538.2
Variance	44.50015864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8257	69.4%
3	804	6.8%
4	575	4.8%
5	476	4.0%
6	331	2.8%
7	234	2.0%
8	183	1.5%
9	159	1.3%
10	126	1.1%
11	95	0.8%
Other values (65)	665	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8257	69.4%
1.4	3	< 0.1%
3	804	6.8%
4	575	4.8%
5	476	4.0%
6	331	2.8%
7	234	2.0%
8	183	1.5%
9	159	1.3%
10	126	1.1%

Value	Count	Frequency (%)
165	1	< 0.1%
140	1	< 0.1%
133	1	< 0.1%
125	1	< 0.1%
122	1	< 0.1%
117	1	< 0.1%
113	1	< 0.1%
112	1	< 0.1%
111	1	< 0.1%
95	1	< 0.1%

iv(g)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	84
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.966417472

Minimum	1
Maximum	402
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	12
Maximum	402
Range	401
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	8.949609032
Coefficient of variation (CV)	2.256345706
Kurtosis	739.8495736
Mean	3.966417472
Median Absolute Deviation (MAD)	1
Skewness	21.18802343
Sum	47220.2
Variance	80.09550182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4289	36.0%
2	2639	22.2%
3	1454	12.2%
4	909	7.6%
5	605	5.1%
6	408	3.4%
7	350	2.9%
8	197	1.7%
9	164	1.4%
10	123	1.0%
Other values (74)	767	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4289	36.0%
1.4	3	< 0.1%
2	2639	22.2%
3	1454	12.2%
4	909	7.6%
5	605	5.1%
6	408	3.4%
7	350	2.9%
8	197	1.7%
9	164	1.4%

Value	Count	Frequency (%)
402	1	< 0.1%
385	1	< 0.1%
256	1	< 0.1%
219	1	< 0.1%
197	1	< 0.1%
171	1	< 0.1%
147	1	< 0.1%
143	1	< 0.1%
128	1	< 0.1%
113	1	< 0.1%

n
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	829
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.7601764

Minimum	0
Maximum	8441
Zeros	1333
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	49
Q3	120
95-th percentile	430
Maximum	8441
Range	8441
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	247.7733499
Coefficient of variation (CV)	2.159053408
Kurtosis	202.8120237
Mean	114.7601764
Median Absolute Deviation (MAD)	42
Skewness	10.29136997
Sum	1366219.9
Variance	61391.63293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1333	11.2%
4	285	2.4%
5	215	1.8%
7	190	1.6%
9	185	1.6%
15	168	1.4%
14	139	1.2%
10	123	1.0%
13	121	1.0%
11	113	0.9%
Other values (819)	9033	75.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1333	11.2%
1	44	0.4%
1.3	3	< 0.1%
2	4	< 0.1%
3	10	0.1%
4	285	2.4%
5	215	1.8%
6	94	0.8%
7	190	1.6%
8	82	0.7%

Value	Count	Frequency (%)
8441	1	< 0.1%
5669	1	< 0.1%
5392	1	< 0.1%
4828	1	< 0.1%
4308	1	< 0.1%
4022	1	< 0.1%
3982	1	< 0.1%
3896	1	< 0.1%
3848	1	< 0.1%
3415	1	< 0.1%

v
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4275
Distinct (%)	35.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	678.0428643

Minimum	0
Maximum	80843.08
Zeros	1374
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	48.43
median	216.64
Q3	628.96
95-th percentile	2657.328
Maximum	80843.08
Range	80843.08
Interquartile range (IQR)	580.53

Descriptive statistics

Standard deviation	1924.506844
Coefficient of variation (CV)	2.838326226
Kurtosis	418.7158219
Mean	678.0428643
Median Absolute Deviation (MAD)	201.7
Skewness	15.26419787
Sum	8072100.3
Variance	3703726.594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1374	11.5%
8	283	2.4%
11.61	215	1.8%
19.65	168	1.4%
27	121	1.0%
15.51	86	0.7%
31.7	65	0.5%
51.89	62	0.5%
48.43	57	0.5%
34.87	56	0.5%
Other values (4265)	9418	79.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1374	11.5%
1	3	< 0.1%
1.3	3	< 0.1%
2	4	< 0.1%
4.75	10	0.1%
6.34	2	< 0.1%
8	283	2.4%
11.09	1	< 0.1%
11.61	215	1.8%
13.93	8	0.1%

Value	Count	Frequency (%)
80843.08	1	< 0.1%
55140.81	1	< 0.1%
46943.69	1	< 0.1%
43342.31	1	< 0.1%
41217.16	1	< 0.1%
35928.07	1	< 0.1%
33814.56	1	< 0.1%
33034.94	1	< 0.1%
31233.49	1	< 0.1%
28092.72	1	< 0.1%

l
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	60
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1418950021

Minimum	0
Maximum	2
Zeros	1405
Zeros (%)	11.8%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04
median	0.08
Q3	0.17
95-th percentile	0.5
Maximum	2
Range	2
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.1695865487
Coefficient of variation (CV)	1.195155194
Kurtosis	4.714285184
Mean	0.1418950021
Median Absolute Deviation (MAD)	0.05
Skewness	2.018196398
Sum	1689.26
Variance	0.02875959751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1405	11.8%
0.04	816	6.9%
0.05	788	6.6%
0.03	777	6.5%
0.06	667	5.6%
0.07	578	4.9%
0.02	538	4.5%
0.67	525	4.4%
0.08	518	4.4%
0.09	462	3.9%
Other values (50)	4831	40.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1405	11.8%
0.01	171	1.4%
0.02	538	4.5%
0.03	777	6.5%
0.04	816	6.9%
0.05	788	6.6%
0.06	667	5.6%
0.07	578	4.9%
0.08	518	4.4%
0.09	462	3.9%

Value	Count	Frequency (%)
2	1	< 0.1%
1.33	2	< 0.1%
1.3	3	< 0.1%
1	4	< 0.1%
0.92	1	< 0.1%
0.91	1	< 0.1%
0.86	1	< 0.1%
0.67	525	4.4%
0.57	2	< 0.1%
0.56	4	< 0.1%

d
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2832
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.05158169

Minimum	0
Maximum	418.2
Zeros	1395
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	9.08
Q3	18.75
95-th percentile	43.428
Maximum	418.2
Range	418.2
Interquartile range (IQR)	15.75

Descriptive statistics

Standard deviation	18.33639434
Coefficient of variation (CV)	1.304934544
Kurtosis	80.9337428
Mean	14.05158169
Median Absolute Deviation (MAD)	6.92
Skewness	5.948563511
Sum	167284.08
Variance	336.2233576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1395	11.7%
1.5	525	4.4%
2	423	3.6%
2.5	275	2.3%
3	198	1.7%
3.5	156	1.3%
4	126	1.1%
9	92	0.8%
6	85	0.7%
4.5	85	0.7%
Other values (2822)	8545	71.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1395	11.7%
0.5	1	< 0.1%
0.75	2	< 0.1%
1	4	< 0.1%
1.08	1	< 0.1%
1.1	1	< 0.1%
1.17	1	< 0.1%
1.3	3	< 0.1%
1.5	525	4.4%
1.75	2	< 0.1%

Value	Count	Frequency (%)
418.2	1	< 0.1%
408.73	1	< 0.1%
384.45	1	< 0.1%
337.36	1	< 0.1%
290.15	1	< 0.1%
269.46	1	< 0.1%
215.17	1	< 0.1%
214.5	1	< 0.1%
213.53	1	< 0.1%
206.01	1	< 0.1%

i
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4542
Distinct (%)	38.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.76761697

Minimum	0
Maximum	569.78
Zeros	1395
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11.72
median	22.06
Q3	37.09
95-th percentile	82.214
Maximum	569.78
Range	569.78
Interquartile range (IQR)	25.37

Descriptive statistics

Standard deviation	34.48274744
Coefficient of variation (CV)	1.158397983
Kurtosis	46.55930776
Mean	29.76761697
Median Absolute Deviation (MAD)	12.21
Skewness	4.997091689
Sum	354383.48
Variance	1189.059871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1395	11.7%
5.33	282	2.4%
7.74	189	1.6%
9.83	122	1.0%
13.5	69	0.6%
7.75	57	0.5%
12.68	50	0.4%
17.79	45	0.4%
7.86	40	0.3%
9	39	0.3%
Other values (4532)	9617	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1395	11.7%
1	3	< 0.1%
1.3	3	< 0.1%
3.1	1	< 0.1%
3.48	4	< 0.1%
4	1	< 0.1%
4.14	2	< 0.1%
4.87	1	< 0.1%
5.33	282	2.4%
5.43	1	< 0.1%

Value	Count	Frequency (%)
569.78	1	< 0.1%
567.46	1	< 0.1%
559.62	1	< 0.1%
524.75	1	< 0.1%
515.21	1	< 0.1%
508.42	1	< 0.1%
473.41	1	< 0.1%
466.75	1	< 0.1%
429.87	1	< 0.1%
415.06	1	< 0.1%

e
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	7588
Distinct (%)	63.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35952.62282

Minimum	0
Maximum	31079782.27
Zeros	1395
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	152.36
median	2021.97
Q3	11541.18
95-th percentile	109841.42
Maximum	31079782.27
Range	31079782.27
Interquartile range (IQR)	11388.82

Descriptive statistics

Standard deviation	416936.1589
Coefficient of variation (CV)	11.59682177
Kurtosis	2979.813294
Mean	35952.62282
Median Absolute Deviation (MAD)	2021.97
Skewness	47.81012766
Sum	428015974.7
Variance	1.738357606 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1395	11.7%
12	282	2.4%
17.41	189	1.6%
39.3	120	1.0%
54	69	0.6%
31.02	69	0.6%
79.25	46	0.4%
49.13	40	0.3%
151.35	39	0.3%
67.5	35	0.3%
Other values (7578)	9621	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1395	11.7%
1	4	< 0.1%
1.3	3	< 0.1%
4.75	2	< 0.1%
8	1	< 0.1%
12	282	2.4%
16.64	1	< 0.1%
17.41	189	1.6%
18.67	1	< 0.1%
23.22	23	0.2%

Value	Count	Frequency (%)
31079782.27	1	< 0.1%
16846621.12	1	< 0.1%
12120796.16	1	< 0.1%
10367010.97	1	< 0.1%
10100866.9	1	< 0.1%
9254819.86	1	< 0.1%
8901671.32	1	< 0.1%
8255889.43	1	< 0.1%
6524839.94	1	< 0.1%
4294926.45	1	< 0.1%

b
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	320
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2265401092

Minimum	0
Maximum	26.95
Zeros	1897
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02
median	0.07
Q3	0.21
95-th percentile	0.89
Maximum	26.95
Range	26.95
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.6418385854
Coefficient of variation (CV)	2.833222725
Kurtosis	417.8985307
Mean	0.2265401092
Median Absolute Deviation (MAD)	0.07
Skewness	15.24140796
Sum	2696.96
Variance	0.4119567697
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1897	15.9%
0.01	992	8.3%
0.02	784	6.6%
0.03	571	4.8%
0.04	491	4.1%
0.06	457	3.8%
0.05	454	3.8%
0.07	400	3.4%
0.08	358	3.0%
0.09	347	2.9%
Other values (310)	5154	43.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1897	15.9%
0.01	992	8.3%
0.02	784	6.6%
0.03	571	4.8%
0.04	491	4.1%
0.05	454	3.8%
0.06	457	3.8%
0.07	400	3.4%
0.08	358	3.0%
0.09	347	2.9%

Value	Count	Frequency (%)
26.95	1	< 0.1%
18.38	1	< 0.1%
15.65	1	< 0.1%
14.45	1	< 0.1%
13.74	1	< 0.1%
11.98	1	< 0.1%
11.27	1	< 0.1%
11.01	1	< 0.1%
10.41	1	< 0.1%
9.36	1	< 0.1%

t
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	7345
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2000.202748

Minimum	0
Maximum	1726654.57
Zeros	1395
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8.46
median	112.33
Q3	641.18
95-th percentile	6102.304
Maximum	1726654.57
Range	1726654.57
Interquartile range (IQR)	632.72

Descriptive statistics

Standard deviation	23179.53369
Coefficient of variation (CV)	11.58859206
Kurtosis	2971.446646
Mean	2000.202748
Median Absolute Deviation (MAD)	112.33
Skewness	47.72062725
Sum	23812413.71
Variance	537290782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1395	11.7%
0.67	282	2.4%
0.97	189	1.6%
2.18	120	1.0%
1.72	69	0.6%
3	69	0.6%
4.4	46	0.4%
2.73	40	0.3%
8.41	39	0.3%
3.75	35	0.3%
Other values (7335)	9621	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1395	11.7%
0.06	1	< 0.1%
0.26	2	< 0.1%
0.44	1	< 0.1%
0.67	282	2.4%
0.92	1	< 0.1%
0.97	189	1.6%
1	3	< 0.1%
1.04	1	< 0.1%
1.29	25	0.2%

Value	Count	Frequency (%)
1726654.57	1	< 0.1%
935923.39	1	< 0.1%
673377.6	1	< 0.1%
575945.03	1	< 0.1%
561159.25	1	< 0.1%
514156.64	1	< 0.1%
494537.33	1	< 0.1%
458660.51	1	< 0.1%
362491.09	1	< 0.1%
238607.05	1	< 0.1%

lOCode
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	296
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.37916842

Minimum	0
Maximum	2824
Zeros	1575
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	12
Q3	27
95-th percentile	92
Maximum	2824
Range	2824
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	58.7722836
Coefficient of variation (CV)	2.31576869
Kurtosis	589.6436847
Mean	25.37916842
Median Absolute Deviation (MAD)	10
Skewness	17.46549195
Sum	302139
Variance	3454.18132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1575	13.2%
2	1122	9.4%
3	446	3.7%
4	414	3.5%
6	349	2.9%
10	341	2.9%
9	333	2.8%
5	325	2.7%
8	315	2.6%
7	290	2.4%
Other values (286)	6395	53.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1575	13.2%
1	114	1.0%
2	1122	9.4%
3	446	3.7%
4	414	3.5%
5	325	2.7%
6	349	2.9%
7	290	2.4%
8	315	2.6%
9	333	2.8%

Value	Count	Frequency (%)
2824	1	< 0.1%
1599	1	< 0.1%
1588	1	< 0.1%
1339	1	< 0.1%
1213	1	< 0.1%
1124	1	< 0.1%
1107	1	< 0.1%
952	1	< 0.1%
814	1	< 0.1%
656	1	< 0.1%

lOComment
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.10449391

Minimum	0
Maximum	344
Zeros	7771
Zeros (%)	65.3%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	16
Maximum	344
Range	344
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	10.34981238
Coefficient of variation (CV)	3.333816295
Kurtosis	255.3986885
Mean	3.10449391
Median Absolute Deviation (MAD)	0
Skewness	11.64669377
Sum	36959
Variance	107.1186164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7771	65.3%
1	879	7.4%
2	499	4.2%
3	438	3.7%
4	331	2.8%
5	263	2.2%
6	235	2.0%
7	190	1.6%
8	144	1.2%
9	130	1.1%
Other values (91)	1025	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7771	65.3%
1	879	7.4%
2	499	4.2%
3	438	3.7%
4	331	2.8%
5	263	2.2%
6	235	2.0%
7	190	1.6%
8	144	1.2%
9	130	1.1%

Value	Count	Frequency (%)
344	1	< 0.1%
339	1	< 0.1%
206	1	< 0.1%
191	1	< 0.1%
170	1	< 0.1%
165	1	< 0.1%
162	1	< 0.1%
157	1	< 0.1%
141	1	< 0.1%
130	1	< 0.1%

lOBlank
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	104
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.901973961

Minimum	0
Maximum	447
Zeros	3568
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	19
Maximum	447
Range	447
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.63762929
Coefficient of variation (CV)	2.170070542
Kurtosis	314.3897548
Mean	4.901973961
Median Absolute Deviation (MAD)	2
Skewness	11.73864921
Sum	58358
Variance	113.1591569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3568	30.0%
1	1535	12.9%
2	1261	10.6%
3	1149	9.7%
4	863	7.2%
5	698	5.9%
6	393	3.3%
7	360	3.0%
8	278	2.3%
9	249	2.1%
Other values (94)	1551	13.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3568	30.0%
1	1535	12.9%
2	1261	10.6%
3	1149	9.7%
4	863	7.2%
5	698	5.9%
6	393	3.3%
7	360	3.0%
8	278	2.3%
9	249	2.1%

Value	Count	Frequency (%)
447	1	< 0.1%
219	1	< 0.1%
202	1	< 0.1%
164	2	< 0.1%
156	1	< 0.1%
155	1	< 0.1%
154	1	< 0.1%
143	1	< 0.1%
135	1	< 0.1%
134	1	< 0.1%

locCodeAndComment
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	30
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3516169677

Minimum	0
Maximum	108
Zeros	10524
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	108
Range	108
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.838902786
Coefficient of variation (CV)	5.229846551
Kurtosis	1065.595007
Mean	0.3516169677
Median Absolute Deviation (MAD)	0
Skewness	22.85647256
Sum	4186
Variance	3.381563455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	10524	88.4%
1	648	5.4%
2	254	2.1%
3	146	1.2%
4	94	0.8%
5	52	0.4%
6	47	0.4%
7	30	0.3%
8	26	0.2%
10	18	0.2%
Other values (20)	66	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10524	88.4%
1	648	5.4%
2	254	2.1%
3	146	1.2%
4	94	0.8%
5	52	0.4%
6	47	0.4%
7	30	0.3%
8	26	0.2%
9	14	0.1%

Value	Count	Frequency (%)
108	1	< 0.1%
42	1	< 0.1%
38	1	< 0.1%
34	1	< 0.1%
30	1	< 0.1%
28	1	< 0.1%
24	2	< 0.1%
23	2	< 0.1%
22	1	< 0.1%
21	1	< 0.1%

uniq_Op
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	71
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.27111298

Minimum	0
Maximum	411
Zeros	1332
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	11
Q3	16
95-th percentile	24
Maximum	411
Range	411
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.951867006
Coefficient of variation (CV)	0.8829533539
Kurtosis	490.8688596
Mean	11.27111298
Median Absolute Deviation (MAD)	5
Skewness	13.78338316
Sum	134182.6
Variance	99.0396569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1332	11.2%
11	701	5.9%
12	640	5.4%
9	597	5.0%
4	582	4.9%
10	575	4.8%
3	565	4.7%
13	555	4.7%
14	554	4.7%
5	538	4.5%
Other values (61)	5266	44.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1332	11.2%
1	49	0.4%
1.2	3	< 0.1%
2	7	0.1%
3	565	4.7%
4	582	4.9%
5	538	4.5%
6	531	4.5%
7	526	4.4%
8	508	4.3%

Value	Count	Frequency (%)
411	1	< 0.1%
410	1	< 0.1%
280	1	< 0.1%
172	1	< 0.1%
155	1	< 0.1%
105	1	< 0.1%
102	1	< 0.1%
99	1	< 0.1%
98	1	< 0.1%
78	1	< 0.1%

uniq_Opnd
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	178
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.05263335

Minimum	0
Maximum	1026
Zeros	1394
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	21
95-th percentile	54
Maximum	1026
Range	1026
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	26.942903
Coefficient of variation (CV)	1.579984888
Kurtosis	337.5998022
Mean	17.05263335
Median Absolute Deviation (MAD)	8
Skewness	12.59332294
Sum	203011.6
Variance	725.9200218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1394	11.7%
6	578	4.9%
5	477	4.0%
7	470	3.9%
4	458	3.8%
8	455	3.8%
2	430	3.6%
3	416	3.5%
10	415	3.5%
11	405	3.4%
Other values (168)	6407	53.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1394	11.7%
1	358	3.0%
1.2	3	< 0.1%
2	430	3.6%
3	416	3.5%
4	458	3.8%
5	477	4.0%
6	578	4.9%
7	470	3.9%
8	455	3.8%

Value	Count	Frequency (%)
1026	1	< 0.1%
811	1	< 0.1%
806	1	< 0.1%
609	1	< 0.1%
549	1	< 0.1%
407	1	< 0.1%
355	1	< 0.1%
325	1	< 0.1%
314	1	< 0.1%
279	1	< 0.1%

total_Op
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	603
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.56653507

Minimum	0
Maximum	5420
Zeros	1332
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	29
Q3	72
95-th percentile	256
Maximum	5420
Range	5420
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	150.5571409
Coefficient of variation (CV)	2.19578167
Kurtosis	234.2130466
Mean	68.56653507
Median Absolute Deviation (MAD)	25
Skewness	11.03099676
Sum	816284.6
Variance	22667.45268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1332	11.2%
3	483	4.1%
5	250	2.1%
8	244	2.0%
6	232	1.9%
9	209	1.8%
4	208	1.7%
7	203	1.7%
10	191	1.6%
11	182	1.5%
Other values (593)	8371	70.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1332	11.2%
1	49	0.4%
1.2	3	< 0.1%
2	5	< 0.1%
3	483	4.1%
4	208	1.7%
5	250	2.1%
6	232	1.9%
7	203	1.7%
8	244	2.0%

Value	Count	Frequency (%)
5420	1	< 0.1%
3368	1	< 0.1%
3172	1	< 0.1%
3149	1	< 0.1%
2752	1	< 0.1%
2595	1	< 0.1%
2469	1	< 0.1%
2416	1	< 0.1%
2415	1	< 0.1%
2154	1	< 0.1%

total_Opnd
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	479
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.38703066

Minimum	0
Maximum	3021
Zeros	1394
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	19
Q3	48
95-th percentile	176
Maximum	3021
Range	3021
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	99.42651495
Coefficient of variation (CV)	2.143411931
Kurtosis	161.2420722
Mean	46.38703066
Median Absolute Deviation (MAD)	17
Skewness	9.367670085
Sum	552237.6
Variance	9885.631875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1394	11.7%
2	366	3.1%
1	350	2.9%
4	338	2.8%
7	312	2.6%
3	297	2.5%
6	283	2.4%
5	254	2.1%
8	247	2.1%
10	243	2.0%
Other values (469)	7821	65.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1394	11.7%
1	350	2.9%
1.2	3	< 0.1%
2	366	3.1%
3	297	2.5%
4	338	2.8%
5	254	2.1%
6	283	2.4%
7	312	2.6%
8	247	2.1%

Value	Count	Frequency (%)
3021	1	< 0.1%
2301	1	< 0.1%
2243	1	< 0.1%
1730	1	< 0.1%
1607	1	< 0.1%
1556	1	< 0.1%
1522	1	< 0.1%
1513	1	< 0.1%
1483	1	< 0.1%
1432	1	< 0.1%

branchCount
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	152
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.14163797

Minimum	1
Maximum	826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	93.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	5
Q3	11
95-th percentile	37
Maximum	826
Range	825
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	22.39972925
Coefficient of variation (CV)	2.010452082
Kurtosis	251.9319613
Mean	11.14163797
Median Absolute Deviation (MAD)	4
Skewness	11.43010649
Sum	132641.2
Variance	501.7478705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3011	25.3%
3	1903	16.0%
5	1439	12.1%
7	1036	8.7%
9	796	6.7%
11	611	5.1%
13	425	3.6%
15	324	2.7%
17	253	2.1%
19	238	2.0%
Other values (142)	1869	15.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3011	25.3%
1.4	3	< 0.1%
3	1903	16.0%
4	41	0.3%
5	1439	12.1%
6	48	0.4%
7	1036	8.7%
8	28	0.2%
9	796	6.7%
10	23	0.2%

Value	Count	Frequency (%)
826	1	< 0.1%
503	1	< 0.1%
485	1	< 0.1%
464	1	< 0.1%
405	1	< 0.1%
403	1	< 0.1%
401	1	< 0.1%
361	1	< 0.1%
344	1	< 0.1%
338	1	< 0.1%

defects
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	93.1 KiB

0	9643
1	2262

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9643	81.0%
1	2262	19.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	9643	81.0%
1	2262	19.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	locCodeAndComment	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects
0	0	1.1	1.4	1.4	1.4	1.3	1.30	1.30	1.30	1.30	1.30	1.30	1.30	2	2	2	2	1.2	1.2	1.2	1.2	1.4	0
1	1	1.0	1.0	1.0	1.0	1.0	1.00	1.00	1.00	1.00	1.00	1.00	1.00	1	1	1	1	1.0	1.0	1.0	1.0	1.0	1
2	2	24.0	5.0	1.0	3.0	63.0	309.13	0.11	9.50	32.54	2936.77	0.10	163.15	1	0	6	0	15.0	15.0	44.0	19.0	9.0	0
3	3	20.0	4.0	4.0	2.0	47.0	215.49	0.06	16.00	13.47	3447.89	0.07	191.55	0	0	3	0	16.0	8.0	31.0	16.0	7.0	0
4	4	24.0	6.0	6.0	2.0	72.0	346.13	0.06	17.33	19.97	5999.58	0.12	333.31	0	0	3	0	16.0	12.0	46.0	26.0	11.0	0
5	5	24.0	6.0	6.0	2.0	72.0	346.13	0.06	17.33	19.97	5999.58	0.12	333.31	0	0	3	0	16.0	12.0	46.0	26.0	11.0	0
6	6	7.0	1.0	1.0	1.0	11.0	34.87	0.50	2.00	17.43	69.74	0.01	3.87	0	0	1	0	4.0	5.0	6.0	5.0	1.0	0
7	7	12.0	2.0	1.0	2.0	23.0	94.01	0.16	6.43	14.62	604.36	0.03	33.58	0	0	7	0	10.0	7.0	14.0	9.0	3.0	0
8	8	25.0	5.0	5.0	5.0	107.0	548.83	0.07	14.25	38.51	7820.87	0.18	434.49	12	16	13	0	15.0	20.0	69.0	38.0	9.0	0
9	9	46.0	15.0	3.0	1.0	239.0	1362.41	0.04	22.30	61.10	30377.95	0.45	1687.66	8	35	22	0	15.0	37.0	129.0	110.0	29.0	0

Last rows

	df_index	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOBlank	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects
11895	512	10.0	2.0	1.0	2.0	18.0	64.53	0.14	7.00	9.22	451.71	0.02	25.09	8	0	8.0	4.0	11.0	7.0	3.0	1
11896	513	8.0	1.0	1.0	1.0	10.0	30.00	0.30	3.33	9.00	100.00	0.01	5.56	4	1	5.0	3.0	6.0	4.0	1.0	1
11897	514	8.0	1.0	1.0	1.0	10.0	30.00	0.30	3.33	9.00	100.00	0.01	5.56	4	1	5.0	3.0	6.0	4.0	1.0	1
11898	515	14.0	3.0	1.0	1.0	32.0	128.00	0.22	4.50	28.44	576.00	0.04	32.00	9	3	6.0	10.0	17.0	15.0	5.0	1
11899	516	6.0	2.0	1.0	1.0	15.0	53.77	0.40	2.50	21.51	134.44	0.02	7.47	2	2	5.0	7.0	8.0	7.0	3.0	1
11900	517	4.0	1.0	1.0	1.0	5.0	11.61	0.50	2.00	5.80	23.22	0.00	1.29	2	0	4.0	1.0	4.0	1.0	1.0	1
11901	518	4.0	1.0	1.0	1.0	4.0	8.00	0.67	1.50	5.33	12.00	0.00	0.67	2	0	3.0	1.0	3.0	1.0	1.0	1
11902	519	4.0	1.0	1.0	1.0	4.0	8.00	0.67	1.50	5.33	12.00	0.00	0.67	2	0	3.0	1.0	3.0	1.0	1.0	1
11903	520	4.0	1.0	1.0	1.0	5.0	11.61	0.67	1.50	7.74	17.41	0.00	0.97	2	0	3.0	2.0	3.0	2.0	1.0	1
11904	521	3.0	1.0	1.0	1.0	1.0	0.00	0.00	0.00	0.00	0.00	0.00	0.00	1	0	1.0	0.0	1.0	0.0	1.0	1

Most frequently occurring

	df_index	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	locCodeAndComment	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects	# duplicates
0	0	1.1	1.4	1.4	1.4	1.3	1.3	1.3	1.3	1.3	1.3	1.3	1.3	2	2	2	2	1.2	1.2	1.2	1.2	1.4	0	3
1	1	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1	1	1	1	1.0	1.0	1.0	1.0	1.0	1	3

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring

	df_index	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	locCodeAndComment	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects	# duplicates
0	0	1.1	1.4	1.4	1.4	1.3	1.3	1.3	1.3	1.3	1.3	1.3	1.3	2	2	2	2	1.2	1.2	1.2	1.2	1.4	0	3
1	1	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1	1	1	1	1.0	1.0	1.0	1.0	1.0	1	3

	df_index	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	locCodeAndComment	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects	# duplicates
0	0	1.1	1.4	1.4	1.4	1.3	1.3	1.3	1.3	1.3	1.3	1.3	1.3	2	2	2	2	1.2	1.2	1.2	1.2	1.4	0	3
1	1	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1	1	1	1	1.0	1.0	1.0	1.0	1.0	1	3

	df_index	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	locCodeAndComment	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects	# duplicates
0	0	1.1	1.4	1.4	1.4	1.3	1.3	1.3	1.3	1.3	1.3	1.3	1.3	2	2	2	2	1.2	1.2	1.2	1.2	1.4	0	3
1	1	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1	1	1	1	1.0	1.0	1.0	1.0	1.0	1	3